Dwarves build and ship top-notch software for tech-focused companies across the globe since 2015. Discord: https://xitter.cf/t.co/fzlq3mTsRX 💻🎧☕
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Joined January 2015
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📚Built on @0xPolygon, by our own engineers, $ICY takes co-creation within @dwarvesf Network to the next level. Join us, engage with us, learn with us, build with us, nurture the community with us, and get $ICY in return.
📌About ICY: bit.ly/3Y1BHDV
People run into this curve all the time. At some point you add scripts, helpers and small agents around it because it feels like progress. Then you realise you spend more time keeping that stack alive than shipping.
Image credit goes to @thorstenball
Stagehand nails the middle ground: Playwright for deterministic steps + intent-based actions when UI shifts. A11y-tree targets > CSS. observe→preview, then act; extract(schema) for typed data; cache & replay.
Full breakdown by Chinh Le: memo.d.foundation/breakdown/…
By Lap Nguyen (Frontend @ Dwarves): E2B explained. Firecracker microVMs run untrusted agent code with VM-level isolation and fast cold starts. Covers architecture, lifecycle, snapshots, quotas, scaling.
Check out: memo.d.foundation/breakdown/…
Taking a shot at understading @e2b: memo.d.foundation/breakdown/…
Breakdown by Quang Huy (Backend @ Dwarves): Maybe Finance for self-hosted personal finance. Keys: Family as tenant root, delegated Account types, append-only Entry + anchor balances for correctness; 3-tier cache; SQL-level LOCF.
Details: memo.d.foundation/breakdown/…
I have a breakdown for Maybe
memo.d.foundation/breakdown/…
Agentic build on @dify_ai: tools with schemas (HTTP/DB). Loop: React or function calling + HITL checkpoints. RAG: hybrid + parent-child; chunk600, overlap100, top-k~8. Streaming on; retry with backoff. SSRF-safe proxy. DifySandbox.
memo.d.foundation/breakdown/… by @_zlatanpham
📚 Build Deep Research Agent: From Question to Insight
Complex research rarely fits in one search box. The Deep Research workflow built with Dify Iterates, reasons, and sources until the answer is complete.
💡 Key workflow nodes include:
1) Start: capture the research topic and the loop budget
2) Exa Answer: gather background terminology
3) Intent LLM: clarify the real research goal
4) Loop: drive the iterative cycles
5) Reasoning LLM: frame better follow-up questions
6) Agent: execute searches, extract content, and reflect
7) Variable Assigner: update the state after each pass
8) Final Summary: synthesize a Markdown report with citations
Teams using this template cut research time dramatically and surface insights competitors miss.
Learn to implement this workflow: dify.ai/blog/deep-research-w…
Track traffic without GA4 or cookie banners and keep data ownership. Umami is a self-hosted, privacy-first alternative focused on minimal setup and end-to-end control.
Breakdown by Chinh Le (our frontend engineer): memo.d.foundation/breakdown/…
Umami is now the most starred open source analytics project! And we launched later than everyone else 😎
A huge thanks to our community for making it happen. More great things to come! 🥳
#opensource #Analytics #GitHub
MEM0: Modular memory for agentic AI
Decouples memory from inference. Graph-based reasoning, implicit forgetting, multi-backend storage.
+26% acc, -91% latency, -90% tokens vs OpenAI Memory.
Mem0 breakdown was composed by @minhlq96. Check out the link below.
Crawl4AI: clean Markdown (variants + citations) + typed JSON for RAG/agents. Pick speed (CSS/XPath/Regex) or accuracy (LLM schema). Anti-bot ready with Playwright + proxies; scales with browser pools + cache.
Our takes in the breakdown series: memo.d.foundation/breakdown/…
Crawl4ai crossed 50K start 🌟 (~5k forks). Thanks to all who shared their love and support. A project I started to build a tool for my company turned into a lovable open-source project at this scale. It's so rewarding to be part of an authentic change. I like to believe Crawl4ai made a positive change in the life of many developers and shared success in many projects.
We already released new features such as adaptive crawling, link preview, web page change observer, URL seeders and a few more, which I will talk about them soon. Also another project of mine, an agentic crawler , which I have been working on for a while based on Crawl4ai, will be out.
I also announce the official account of Crawl4ai @crawl4ai please follow, and continue your support, definitely it motivates me and my collaborators.
xitter.cf/crawl4ai
github.com/unclecode/crawl4a…
discord.gg/jP8KfhDhyN
I appreciate all the new friends I found on this journey for their support in spreading the word, and collaboration: @aravind_karnam @nasrintohidi @engineerrprompt @Sam_Witteveen @tom_doerr @MervinPraison @ozenhati @jasonzhou1993 @GithubProjects @omarsar0 @Saboo_Shubham_ @ai_for_success and many more.
Live Long and import Crawl4ai
Cline brings structured tool calls, streaming diffs, and shadow commits to VS Code. We put together a developer-first breakdown, how it works, where it shines.
Written by Chinh Le (frontend @ Dwarves): memo.d.foundation/breakdown/…
ax framework is a TypeScript port of @DSPyOSS. Instead of writing prompts directly, you can pass arguments to the framework and it will generate the prompts, which makes managing the semantics of the codebase a bit easier.
This piece is a part of the team’s breakdown series.
memo.d.foundation/breakdown/… one of my favorite tool when building agentic apps. Read this if you're still on the fence about adopting DSPy.
Most AI tools just stack models, but context and collaboration still get lost. zen-mcp-server by
@BusyMac gives Claude real multi-model memory, so your AI team actually works together, not in silos.
Here’s how we break it down at Dwarves: memo.d.foundation/breakdown/…
Use Cases
- Seamless cross-tool investigations.
- Reviving context after a reset.
- Getting consensus from different models.
Meanwhile, I’m out here hitting Claude’s usage cap 3 times a day… and still not on the leaderboard.
We are, indeed, absolutely r̵i̵g̵h̵t̵ cooked. 👍
Claude: I converted all 106 models flawlessly.
Reality: Literally none of them work.
AI delusion speedrun (any%) complete.
#devlife #techmemes #AIart
Bro really took the MBTI test and said ‘I’m not like other browsers’.
#comet #Perplexity
